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   "source": [
    "# Interactive code in your book\n",
    "\n",
    "Sometimes you'd rather let people interact with code *directly on the page*\n",
    "instead of sending them off to a Binder or a JupyterHub. There are currently\n",
    "a few ways to make this happen in Jupyter Book (both of which are experimental).\n",
    "\n",
    "This page describes how to bring interactivity to your book. Both of these\n",
    "tools use [**MyBinder**](https://mybinder.org) to provide a remote kernel.\n",
    "\n",
    "## Making your page inputs interactive\n",
    "\n",
    "✨**experimental**✨\n",
    "\n",
    "If you'd like to provide interactivity for your content without making your readers\n",
    "leave the Jupyter Book site, you can use a project called [Thebelab](https://github.com/minrk/thebelab).\n",
    "\n",
    "This provides you a button that, when clicked, will convert each code cell into\n",
    "an **interactive** cell that can be edited. It also adds a \"run\" button to each cell,\n",
    "and connects to a Binder kernel running in the cloud.\n",
    "As an alternative to pressing the Thebelab button at the top of the page, you \n",
    "can press the <img src=\"../images/logo/edit-button.svg\" alt=\"\" style=\"width: 20px; display: inline;\" /> symbol in the top right corner of each code cell to start the \n",
    "interactive mode.\n",
    "\n",
    "To add a Thebelab button to your Jupyter Book pages, use the following configuration:\n",
    "\n",
    "```yaml\n",
    "use_thebelab_button              : true  # If 'true', display a button to allow in-page running code cells with Thebelab\n",
    "```\n",
    "\n",
    "In addition, you can configure the Binder settings that are used to provide a kernel for\n",
    "Thebelab to run the code. These use the same configuration fields as the BinderHub interact\n",
    "buttons described above.\n",
    "\n",
    "For an example, click the **Thebelab** button above on this page, and run the code below."
   ]
  },
  {
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   "execution_count": 1,
   "metadata": {},
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      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.ion()\n",
    "\n",
    "x = np.arange(500)\n",
    "y = np.random.randn(500)\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(x, y, c=y, s=x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Running cells in Thebelab when it is initialized\n",
    "\n",
    "Sometimes you'd like to initialize the kernel that Thebelab uses by running\n",
    "some code ahead of time. This might be code that you then hide from the user\n",
    "in order to narrow the focus of what they interact with. This is possible\n",
    "by using Jupyter Notebook tags.\n",
    "\n",
    "Adding the tag `thebelab-init` to any code cell will cause Thebelab to\n",
    "run this cell after it has received a kernel. Any subsequent Thebelab cells\n",
    "will have access to the same environment (e.g. any module imports made in the\n",
    "initialization cell).\n",
    "\n",
    "You can then pair this with something like `hide_input` in order to run\n",
    "initialization code that your user doesn't immediately see. For example,\n",
    "below we'll initialize a variable in a hidden cell, and then tell another\n",
    "cell to print the output of that variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "thebelab-init",
     "hide_input"
    ]
   },
   "outputs": [],
   "source": [
    "my_hidden_variable = 'wow, it worked!'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The variable for this is defined in the cell above!\n",
    "print(my_hidden_variable)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using interactive widgets on your page\n",
    "\n",
    "✨**experimental**✨\n",
    "\n",
    "[**nbinteract**](https://www.nbinteract.com) is a tool for displaying interactive widgets in your\n",
    "static HTML page. It uses a Binder kernel to power the widgets, and displays output that your\n",
    "readers can interact with. For example, below we will show a simple matplotlib plot that can be made\n",
    "interactive with **ipywidgets**\n",
    "\n",
    "To add a **Show Widgets** button to your Jupyter Book pages, use the following configuration:\n",
    "\n",
    "```yaml\n",
    "use_show_widgets_button         : true  # If 'true', display a button to show widgets backed by a Binder kernel\n",
    "```\n",
    "\n",
    "Then, tell Jupyter Book that you want a cell to display a widget by **adding a tag** to the cell's\n",
    "metadata called `interactive`. When a reader clicks on the \"show widgets\" button, any cells\n",
    "with this tag will be run on Binder, and have their output widgets displayed underneath the cell.\n",
    "\n",
    "Here's an example of cell metadata that would trigger this behavior:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"interactive\",\n",
    "    ]\n",
    "}\n",
    "```\n",
    "\n",
    "You can configure the Binder settings that are used to provide a kernel to run the code.\n",
    "These use the same configuration fields as the BinderHub interact buttons described above.\n",
    "\n",
    "Clicking on \"show widgets\" should display a widget below. We've hidden the code cell that\n",
    "generates the widget by default (though you can always show it by clicking the button to\n",
    "the right!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "hide_input",
     "interactive"
    ]
   },
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   ],
   "source": [
    "from ipywidgets import interact, FloatSlider\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import display, HTML\n",
    "plt.ion()\n",
    "\n",
    "x = np.arange(500)\n",
    "y = np.random.randn(500)\n",
    "\n",
    "def update_plot_size(s, cmap):\n",
    "    if cmap == \"jet\":\n",
    "        display(HTML(\"<h2 style='color: red; margin: 0px auto;'>Nope</h2>\"))\n",
    "        return\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.scatter(x, y, c=y, s=x*s, cmap=cmap)\n",
    "\n",
    "interact(update_plot_size, s=FloatSlider(value=1, min=.1, max=2, step=.1), cmap=['viridis', 'magma', 'jet']);"
   ]
  }
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\n",
          "text/plain": "<Figure size 432x288 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "3ecab053b07d4b58b01075839dcd8487": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "422bb913fd4d48a08498c1f34b572952": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "VBoxModel",
      "state": {
       "_dom_classes": [
        "widget-interact"
       ],
       "layout": "IPY_MODEL_3ecab053b07d4b58b01075839dcd8487"
      }
     },
     "425229a6f70746c0a99c0f8f8df2f238": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "444101d0e434427cabc1740ed357d44b": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "4524c6f7078a48d080f712e5404358e8": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "455623adb697473ba50cf89665935728": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "45d6dfad13f641e9b5a44bd0f8679663": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_02cf63987e1c415d8975aefcbaed3504",
       "outputs": [
        {
         "ename": "NameError",
         "evalue": "name 'cmap' is not defined",
         "output_type": "error",
         "traceback": [
          "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
          "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
          "\u001b[0;32m~/anaconda/envs/dev/lib/python3.7/site-packages/ipywidgets/widgets/interaction.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, *args)\u001b[0m\n\u001b[1;32m    254\u001b[0m                     \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_interact_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    255\u001b[0m                     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mwidget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_kwarg\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 256\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    257\u001b[0m                 \u001b[0mshow_inline_matplotlib_plots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    258\u001b[0m                 \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mauto_display\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;32m<ipython-input-8-00401a965efd>\u001b[0m in \u001b[0;36mupdate_plot_size\u001b[0;34m(jitter)\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m     \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcmap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcmap\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0minteract\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mupdate_plot_size\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mjitter\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFloatSlider\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmax\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m.1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
          "\u001b[0;31mNameError\u001b[0m: name 'cmap' is not defined"
         ]
        }
       ]
      }
     },
     "515c1e6eea174bdf95cfef3d3e5ca84a": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "jitter",
       "layout": "IPY_MODEL_0a7499294da84e96a69069ec0f5ce699",
       "max": 2,
       "step": 0.1,
       "style": "IPY_MODEL_444101d0e434427cabc1740ed357d44b"
      }
     },
     "54546dfee08d45dfa1effda68af1c6d3": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatSliderModel",
      "state": {
       "description": "jitter",
       "layout": "IPY_MODEL_75d20f9f775f4764bd5dde2549389ec0",
       "max": 2,
       "step": 0.1,
       "style": "IPY_MODEL_59462091373740058f79efcc8b9e7f32",
       "value": 1.5
      }
     },
     "59462091373740058f79efcc8b9e7f32": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "641159b89fd74088839353967f6933b5": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "676b5c86d09b4f158077e48b558cc429": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "6853f92d11f34637bb55df6b511f0a3e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "FloatSliderModel",
      "state": {
       "layout": "IPY_MODEL_226a64506e564088808c9f5d60707179",
       "max": 2,
       "step": 0.1,
       "style": "IPY_MODEL_063f174c60b94900b0108ff17cd41c1f"
      }
     },
     "69cbe372707f474bbb8cbf5406b4c327": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_309cfa2b0a4b4f05b70b698655faa250",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 432x288 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "7089c31d7d624262ac1f54365cd2ece1": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "74c0c014eb1041d8886eb05da4c1eabe": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "75d20f9f775f4764bd5dde2549389ec0": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "787a7dae636d4758aaebda1bb0c471b9": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "807b467359e244fdb05e6725289c5451": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_c202cb3b98ae44d6ac37aa78cb5851a2",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 432x288 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "81e4ac5d870f4d0fbcf6169109b13032": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "81f5aaa3412b4767b96ba170a39d8c04": {
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\n",
          "text/plain": "<Figure size 432x288 with 1 Axes>"
         },
         "metadata": {
          "needs_background": "light"
         },
         "output_type": "display_data"
        }
       ]
      }
     },
     "b80af8afcd1b495091c2a96529826405": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "bcd5cb28ccec401ca4163326007e3763": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "SliderStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "c202cb3b98ae44d6ac37aa78cb5851a2": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c42cffd955d742f5b1dd62f0be94a7ec": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "1.2.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "cef0a7a232a54c14a21b9fcf845a52ab": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DescriptionStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "d576ba1797f14546b154945de19c0547": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "1.5.0",
      "model_name": "DropdownModel",
      "state": {
       "_options_labels": [
        "viridis",
        "magma"
       ],
       "description": "cmap",
       "index": 0,
       "layout": "IPY_MODEL_676b5c86d09b4f158077e48b558cc429",
       "style": "IPY_MODEL_cef0a7a232a54c14a21b9fcf845a52ab"
      }
     },
     "db18c57cfc9740e09bee77eb92e91f5b": {
      "model_module": "@jupyter-widgets/output",
      "model_module_version": "1.0.0",
      "model_name": "OutputModel",
      "state": {
       "layout": "IPY_MODEL_787a7dae636d4758aaebda1bb0c471b9",
       "outputs": [
        {
         "data": {
          "image/png": 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\n",
          "text/plain": "<Figure size 432x288 with 1 Axes>"
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